Face Generation

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data

You'll be using two datasets in this project:

  • MNIST
  • CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

In [1]:
data_dir = './data'

# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Downloading mnist: 9.92MB [00:01, 7.54MB/s]                            
Extracting mnist: 100%|██████████| 60.0K/60.0K [00:11<00:00, 5.41KFile/s]
Downloading celeba: 1.44GB [00:24, 60.1MB/s]                               
Extracting celeba...

Explore the Data

MNIST

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

In [2]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
Out[2]:
<matplotlib.image.AxesImage at 0x7f49453530f0>

CelebA

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

In [3]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
Out[3]:
<matplotlib.image.AxesImage at 0x7f493f90ab70>

Preprocess the Data

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network

You'll build the components necessary to build a GANs by implementing the following functions below:

  • model_inputs
  • discriminator
  • generator
  • model_loss
  • model_opt
  • train

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU

In [4]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.1.0
Default GPU Device: /gpu:0

Input

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

  • Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
  • Z input placeholder with rank 2 using z_dim.
  • Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

In [5]:
import problem_unittests as tests

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    inputs_real = tf.placeholder(tf.float32, (None, image_height, image_width, image_channels), name='real_inputs')
    inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='z_inputs')
    learn_rate = tf.placeholder(tf.float32, name='learning_rate')
        
    return inputs_real, inputs_z, learn_rate



"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed

Discriminator

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).

In [6]:
def discriminator(images, reuse=False):
    """
    Create the discriminator network
    :param images: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    strides = 2
    with tf.variable_scope('discriminator', reuse=reuse):
        # Input layer is 28x28x3
        layer1 = tf.layers.conv2d(images, 64, 5, strides=strides, padding='same')
        relu1 = tf.maximum(0.18 * layer1, layer1)
        # 14x14x64
        
        layer2 = tf.layers.conv2d(relu1, 128, 5, strides=strides, padding='same')
        normalised2 = tf.layers.batch_normalization(layer2, training=True)
        relu2 = tf.maximum(0.18 * normalised2, normalised2)
        # 7x7x128
        
        layer3 = tf.layers.conv2d(relu2, 256, 5, strides=strides, padding='same')
        normalised3 = tf.layers.batch_normalization(layer3, training=True)
        relu3 = tf.maximum(0.18 * normalised3, normalised3)
        # 4x4x256

        # Flatten it
        flat = tf.reshape(relu3, (-1, 4*4*256))
        logits = tf.layers.dense(flat, 1)
        out = tf.sigmoid(logits)
        
        return out, logits
    
    

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed

Generator

Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

In [10]:
def generator(z, out_channel_dim, is_train=True, alpha = 0.02):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """

    with tf.variable_scope('generator', reuse = not is_train):
        layer1 = tf.layers.dense(z, 7*7*256)
        layer1 = tf.reshape(layer1, (-1, 7, 7, 256))
        layer1 = tf.layers.batch_normalization(layer1, training=is_train)
        layer1 = tf.maximum(alpha * layer1, layer1)
        
        layer2 = tf.layers.conv2d_transpose(layer1, 128, 5, strides=2, padding='same')
        layer2 = tf.layers.batch_normalization(layer2, training=is_train)
        layer2 = tf.maximum(alpha * layer2, layer2)
        
        layer3 = tf.layers.conv2d_transpose(layer2, 64, 5, strides=2, padding='same')
        layer3 = tf.layers.batch_normalization(layer3, training=is_train)
        layer3 = tf.maximum(alpha * layer3, layer3)
        
        logits = tf.layers.conv2d_transpose(layer3, out_channel_dim, 3, strides=1, padding='same')
        return tf.tanh(logits) 
        

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed

Loss

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

  • discriminator(images, reuse=False)
  • generator(z, out_channel_dim, is_train=True)
In [11]:
def model_loss(input_real, input_z, out_channel_dim):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """    
    # Calculate losses
    generator_model = generator(input_z, out_channel_dim, is_train=True)
    discriminator_model_real, discriminator_logits_real = discriminator(input_real, reuse=False)
    # Fake output generated by the generator model
    discriminator_model_fake, discriminator_logits_fake = discriminator(generator_model, reuse=True)

    # Discriminator loss
    discriminator_loss_real = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=discriminator_logits_real, labels = tf.ones_like(discriminator_model_real) * 0.9))
    discriminator_loss_fake = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=discriminator_logits_fake, labels = tf.zeros_like(discriminator_model_fake)))
    discriminator_loss = discriminator_loss_fake + discriminator_loss_real
    
    # Generator loss
    generator_loss = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=discriminator_logits_fake, labels = tf.ones_like(discriminator_model_fake)))

    return discriminator_loss, generator_loss



"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed

Optimization

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

In [12]:
def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    # Get the trainable_variables, split into Generator and Discriminator parts
    t_vars = tf.trainable_variables()
    g_vars = [var for var in t_vars if var.name.startswith('generator')]
    d_vars = [var for var in t_vars if var.name.startswith('discriminator')]

    all_update_ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS)
    g_update_ops = [var for var in all_update_ops if var.name.startswith('generator')]
    d_update_ops = [var for var in all_update_ops if var.name.startswith('discriminator')]
    
    with tf.control_dependencies(d_update_ops):
        d_train_opt = tf.train.AdamOptimizer(learning_rate,beta1=beta1).minimize(d_loss, var_list=d_vars)
    with tf.control_dependencies(g_update_ops):
        g_train_opt = tf.train.AdamOptimizer(learning_rate,beta1=beta1).minimize(g_loss, var_list=g_vars)
    
    return d_train_opt, g_train_opt


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed

Neural Network Training

Show Output

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

In [13]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

Train

Implement train to build and train the GANs. Use the following functions you implemented:

  • model_inputs(image_width, image_height, image_channels, z_dim)
  • model_loss(input_real, input_z, out_channel_dim)
  • model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

In [17]:
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """    
    losses = []
    steps = 0
    n_images = 9
        
    _, image_width, image_height, image_channels = data_shape
    input_real, input_z , learning_rate_pl = model_inputs(image_width,image_height,image_channels,z_dim)
    
    d_loss, g_loss = model_loss(input_real, input_z, image_channels)
    d_opt, g_opt = model_opt(d_loss, g_loss,learning_rate_pl, beta1)
    
    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count): 
            for batch_images in get_batches(batch_size):
                steps = steps + 1
                
                batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
                batch_images = batch_images * 2.0
                
                _ = sess.run(d_opt, feed_dict={input_real:batch_images,input_z:batch_z,learning_rate_pl:learning_rate})
                _ = sess.run(g_opt, feed_dict={input_real:batch_images,input_z:batch_z,learning_rate_pl:learning_rate})
                
                if steps % 5 == 0 :
                    train_loss_d = d_loss.eval({input_real:batch_images,input_z:batch_z,learning_rate_pl:learning_rate})
                    train_loss_g = g_loss.eval({input_real:batch_images,input_z:batch_z,learning_rate_pl:learning_rate})
                    print("Epoch {}/{} ___ ".format(epoch_i+1, epoch_count),
                      "Discriminator Loss: {:.4f} ___".format(train_loss_d),
                      "Generator Loss: {:.4f}".format(train_loss_g))
                
                    losses.append((train_loss_d, train_loss_g))
                    
                if steps % 50 == 0:
                    show_generator_output(sess,n_images,input_z,image_channels,data_image_mode)

MNIST

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

In [15]:
batch_size = 16
z_dim = 128 
learning_rate = 0.0002 
beta1 = 0.4


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2 ___  Discriminator Loss: 2.1114 ___ Generator Loss: 0.2357
Epoch 1/2 ___  Discriminator Loss: 1.1770 ___ Generator Loss: 0.7391
Epoch 1/2 ___  Discriminator Loss: 5.0926 ___ Generator Loss: 0.0138
Epoch 1/2 ___  Discriminator Loss: 3.1944 ___ Generator Loss: 0.0872
Epoch 1/2 ___  Discriminator Loss: 3.2800 ___ Generator Loss: 0.1547
Epoch 1/2 ___  Discriminator Loss: 3.4413 ___ Generator Loss: 0.0843
Epoch 1/2 ___  Discriminator Loss: 3.0455 ___ Generator Loss: 0.0904
Epoch 1/2 ___  Discriminator Loss: 2.3452 ___ Generator Loss: 0.2403
Epoch 1/2 ___  Discriminator Loss: 3.4094 ___ Generator Loss: 0.0810
Epoch 1/2 ___  Discriminator Loss: 1.5583 ___ Generator Loss: 1.1792
Epoch 1/2 ___  Discriminator Loss: 2.0913 ___ Generator Loss: 0.4434
Epoch 1/2 ___  Discriminator Loss: 2.3582 ___ Generator Loss: 0.1786
Epoch 1/2 ___  Discriminator Loss: 1.5382 ___ Generator Loss: 0.5663
Epoch 1/2 ___  Discriminator Loss: 1.8014 ___ Generator Loss: 0.3659
Epoch 1/2 ___  Discriminator Loss: 1.9819 ___ Generator Loss: 0.3340
Epoch 1/2 ___  Discriminator Loss: 2.5919 ___ Generator Loss: 0.1277
Epoch 1/2 ___  Discriminator Loss: 2.0752 ___ Generator Loss: 0.3912
Epoch 1/2 ___  Discriminator Loss: 1.7728 ___ Generator Loss: 0.3194
Epoch 1/2 ___  Discriminator Loss: 2.0701 ___ Generator Loss: 0.2281
Epoch 1/2 ___  Discriminator Loss: 1.5974 ___ Generator Loss: 0.5544
Epoch 1/2 ___  Discriminator Loss: 1.7104 ___ Generator Loss: 0.7513
Epoch 1/2 ___  Discriminator Loss: 1.9677 ___ Generator Loss: 0.5165
Epoch 1/2 ___  Discriminator Loss: 2.1239 ___ Generator Loss: 0.2330
Epoch 1/2 ___  Discriminator Loss: 1.9246 ___ Generator Loss: 0.2660
Epoch 1/2 ___  Discriminator Loss: 1.9095 ___ Generator Loss: 0.2986
Epoch 1/2 ___  Discriminator Loss: 1.6222 ___ Generator Loss: 0.4150
Epoch 1/2 ___  Discriminator Loss: 1.5258 ___ Generator Loss: 0.5164
Epoch 1/2 ___  Discriminator Loss: 1.6377 ___ Generator Loss: 0.4142
Epoch 1/2 ___  Discriminator Loss: 2.6664 ___ Generator Loss: 0.1241
Epoch 1/2 ___  Discriminator Loss: 1.5991 ___ Generator Loss: 0.4401
Epoch 1/2 ___  Discriminator Loss: 2.2382 ___ Generator Loss: 0.1928
Epoch 1/2 ___  Discriminator Loss: 1.6265 ___ Generator Loss: 0.4914
Epoch 1/2 ___  Discriminator Loss: 1.5186 ___ Generator Loss: 0.5889
Epoch 1/2 ___  Discriminator Loss: 1.4295 ___ Generator Loss: 0.5194
Epoch 1/2 ___  Discriminator Loss: 1.3697 ___ Generator Loss: 1.7076
Epoch 1/2 ___  Discriminator Loss: 1.3606 ___ Generator Loss: 1.0024
Epoch 1/2 ___  Discriminator Loss: 1.2288 ___ Generator Loss: 0.6911
Epoch 1/2 ___  Discriminator Loss: 1.6331 ___ Generator Loss: 0.4162
Epoch 1/2 ___  Discriminator Loss: 1.5688 ___ Generator Loss: 0.5097
Epoch 1/2 ___  Discriminator Loss: 1.9374 ___ Generator Loss: 0.2496
Epoch 1/2 ___  Discriminator Loss: 1.0880 ___ Generator Loss: 0.9769
Epoch 1/2 ___  Discriminator Loss: 1.7290 ___ Generator Loss: 0.3285
Epoch 1/2 ___  Discriminator Loss: 1.1737 ___ Generator Loss: 1.0552
Epoch 1/2 ___  Discriminator Loss: 1.4172 ___ Generator Loss: 0.5261
Epoch 1/2 ___  Discriminator Loss: 1.5490 ___ Generator Loss: 0.4258
Epoch 1/2 ___  Discriminator Loss: 1.3021 ___ Generator Loss: 0.5786
Epoch 1/2 ___  Discriminator Loss: 1.2429 ___ Generator Loss: 0.7092
Epoch 1/2 ___  Discriminator Loss: 1.2408 ___ Generator Loss: 0.7212
Epoch 1/2 ___  Discriminator Loss: 1.1197 ___ Generator Loss: 0.7963
Epoch 1/2 ___  Discriminator Loss: 1.2655 ___ Generator Loss: 0.9124
Epoch 1/2 ___  Discriminator Loss: 1.2771 ___ Generator Loss: 0.6031
Epoch 1/2 ___  Discriminator Loss: 1.2747 ___ Generator Loss: 0.8805
Epoch 1/2 ___  Discriminator Loss: 1.2936 ___ Generator Loss: 0.6056
Epoch 1/2 ___  Discriminator Loss: 1.2145 ___ Generator Loss: 0.6432
Epoch 1/2 ___  Discriminator Loss: 1.3478 ___ Generator Loss: 0.5246
Epoch 1/2 ___  Discriminator Loss: 1.1239 ___ Generator Loss: 0.6819
Epoch 1/2 ___  Discriminator Loss: 0.9678 ___ Generator Loss: 0.9714
Epoch 1/2 ___  Discriminator Loss: 0.9433 ___ Generator Loss: 1.0817
Epoch 1/2 ___  Discriminator Loss: 0.9903 ___ Generator Loss: 1.0507
Epoch 1/2 ___  Discriminator Loss: 1.1844 ___ Generator Loss: 0.6612
Epoch 1/2 ___  Discriminator Loss: 0.9953 ___ Generator Loss: 0.8497
Epoch 1/2 ___  Discriminator Loss: 1.1875 ___ Generator Loss: 0.7035
Epoch 1/2 ___  Discriminator Loss: 1.7732 ___ Generator Loss: 0.3380
Epoch 1/2 ___  Discriminator Loss: 1.4566 ___ Generator Loss: 0.5422
Epoch 1/2 ___  Discriminator Loss: 1.2125 ___ Generator Loss: 1.9829
Epoch 1/2 ___  Discriminator Loss: 1.3067 ___ Generator Loss: 0.6639
Epoch 1/2 ___  Discriminator Loss: 1.9025 ___ Generator Loss: 0.3061
Epoch 1/2 ___  Discriminator Loss: 1.0661 ___ Generator Loss: 0.8882
Epoch 1/2 ___  Discriminator Loss: 0.9476 ___ Generator Loss: 1.5206
Epoch 1/2 ___  Discriminator Loss: 0.7799 ___ Generator Loss: 1.3640
Epoch 1/2 ___  Discriminator Loss: 1.0742 ___ Generator Loss: 0.9457
Epoch 1/2 ___  Discriminator Loss: 0.9469 ___ Generator Loss: 1.0689
Epoch 1/2 ___  Discriminator Loss: 0.7811 ___ Generator Loss: 1.1632
Epoch 1/2 ___  Discriminator Loss: 0.8621 ___ Generator Loss: 1.3934
Epoch 1/2 ___  Discriminator Loss: 1.1276 ___ Generator Loss: 0.7182
Epoch 1/2 ___  Discriminator Loss: 0.7998 ___ Generator Loss: 1.3009
Epoch 1/2 ___  Discriminator Loss: 1.8311 ___ Generator Loss: 0.3204
Epoch 1/2 ___  Discriminator Loss: 1.0535 ___ Generator Loss: 0.7818
Epoch 1/2 ___  Discriminator Loss: 0.8295 ___ Generator Loss: 1.2334
Epoch 1/2 ___  Discriminator Loss: 0.9437 ___ Generator Loss: 0.9555
Epoch 1/2 ___  Discriminator Loss: 0.8861 ___ Generator Loss: 1.1427
Epoch 1/2 ___  Discriminator Loss: 0.8880 ___ Generator Loss: 1.5909
Epoch 1/2 ___  Discriminator Loss: 1.0501 ___ Generator Loss: 1.3823
Epoch 1/2 ___  Discriminator Loss: 1.2303 ___ Generator Loss: 0.6767
Epoch 1/2 ___  Discriminator Loss: 0.7937 ___ Generator Loss: 1.2989
Epoch 1/2 ___  Discriminator Loss: 0.8591 ___ Generator Loss: 1.2419
Epoch 1/2 ___  Discriminator Loss: 1.6704 ___ Generator Loss: 0.3672
Epoch 1/2 ___  Discriminator Loss: 0.9222 ___ Generator Loss: 1.2410
Epoch 1/2 ___  Discriminator Loss: 1.8449 ___ Generator Loss: 0.2731
Epoch 1/2 ___  Discriminator Loss: 0.9831 ___ Generator Loss: 1.0255
Epoch 1/2 ___  Discriminator Loss: 1.5715 ___ Generator Loss: 0.5262
Epoch 1/2 ___  Discriminator Loss: 1.3602 ___ Generator Loss: 0.6627
Epoch 1/2 ___  Discriminator Loss: 1.4628 ___ Generator Loss: 0.5690
Epoch 1/2 ___  Discriminator Loss: 1.6010 ___ Generator Loss: 0.3979
Epoch 1/2 ___  Discriminator Loss: 1.1763 ___ Generator Loss: 0.7203
Epoch 1/2 ___  Discriminator Loss: 0.6930 ___ Generator Loss: 2.0236
Epoch 1/2 ___  Discriminator Loss: 1.2130 ___ Generator Loss: 2.3688
Epoch 1/2 ___  Discriminator Loss: 1.4907 ___ Generator Loss: 0.5157
Epoch 1/2 ___  Discriminator Loss: 1.2774 ___ Generator Loss: 0.7240
Epoch 1/2 ___  Discriminator Loss: 0.9424 ___ Generator Loss: 1.0381
Epoch 1/2 ___  Discriminator Loss: 1.0826 ___ Generator Loss: 0.7582
Epoch 1/2 ___  Discriminator Loss: 1.4067 ___ Generator Loss: 0.5584
Epoch 1/2 ___  Discriminator Loss: 1.6530 ___ Generator Loss: 2.2177
Epoch 1/2 ___  Discriminator Loss: 1.5874 ___ Generator Loss: 0.5058
Epoch 1/2 ___  Discriminator Loss: 1.2317 ___ Generator Loss: 0.6721
Epoch 1/2 ___  Discriminator Loss: 0.8631 ___ Generator Loss: 1.8974
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Epoch 2/2 ___  Discriminator Loss: 0.7603 ___ Generator Loss: 1.2330
Epoch 2/2 ___  Discriminator Loss: 0.8620 ___ Generator Loss: 1.1366
Epoch 2/2 ___  Discriminator Loss: 0.8983 ___ Generator Loss: 1.1123
Epoch 2/2 ___  Discriminator Loss: 0.7718 ___ Generator Loss: 1.3396
Epoch 2/2 ___  Discriminator Loss: 1.1165 ___ Generator Loss: 0.6700
Epoch 2/2 ___  Discriminator Loss: 0.8894 ___ Generator Loss: 1.0224
Epoch 2/2 ___  Discriminator Loss: 1.2490 ___ Generator Loss: 0.6261
Epoch 2/2 ___  Discriminator Loss: 0.8076 ___ Generator Loss: 1.1796
Epoch 2/2 ___  Discriminator Loss: 1.0071 ___ Generator Loss: 0.9664
Epoch 2/2 ___  Discriminator Loss: 0.6221 ___ Generator Loss: 2.4280
Epoch 2/2 ___  Discriminator Loss: 0.6391 ___ Generator Loss: 1.4734
Epoch 2/2 ___  Discriminator Loss: 0.9758 ___ Generator Loss: 1.0116
Epoch 2/2 ___  Discriminator Loss: 0.5848 ___ Generator Loss: 1.6256
Epoch 2/2 ___  Discriminator Loss: 0.6768 ___ Generator Loss: 1.3468
Epoch 2/2 ___  Discriminator Loss: 0.7416 ___ Generator Loss: 1.3219
Epoch 2/2 ___  Discriminator Loss: 1.0631 ___ Generator Loss: 0.8007
Epoch 2/2 ___  Discriminator Loss: 0.5560 ___ Generator Loss: 2.1952
Epoch 2/2 ___  Discriminator Loss: 0.7233 ___ Generator Loss: 1.4795
Epoch 2/2 ___  Discriminator Loss: 0.6816 ___ Generator Loss: 1.3902
Epoch 2/2 ___  Discriminator Loss: 1.1047 ___ Generator Loss: 0.7705
Epoch 2/2 ___  Discriminator Loss: 0.8299 ___ Generator Loss: 1.1546
Epoch 2/2 ___  Discriminator Loss: 0.6752 ___ Generator Loss: 1.4401
Epoch 2/2 ___  Discriminator Loss: 0.5261 ___ Generator Loss: 2.4683
Epoch 2/2 ___  Discriminator Loss: 0.8625 ___ Generator Loss: 1.1978
Epoch 2/2 ___  Discriminator Loss: 0.8421 ___ Generator Loss: 1.1401
Epoch 2/2 ___  Discriminator Loss: 0.8330 ___ Generator Loss: 1.1178
Epoch 2/2 ___  Discriminator Loss: 0.8889 ___ Generator Loss: 0.9674
Epoch 2/2 ___  Discriminator Loss: 0.6297 ___ Generator Loss: 1.8133
Epoch 2/2 ___  Discriminator Loss: 0.8543 ___ Generator Loss: 1.0558
Epoch 2/2 ___  Discriminator Loss: 2.1569 ___ Generator Loss: 3.5866
Epoch 2/2 ___  Discriminator Loss: 1.9899 ___ Generator Loss: 3.4039
Epoch 2/2 ___  Discriminator Loss: 0.8791 ___ Generator Loss: 1.0829
Epoch 2/2 ___  Discriminator Loss: 1.4629 ___ Generator Loss: 0.6260
Epoch 2/2 ___  Discriminator Loss: 1.7308 ___ Generator Loss: 2.9394
Epoch 2/2 ___  Discriminator Loss: 1.0659 ___ Generator Loss: 1.0392
Epoch 2/2 ___  Discriminator Loss: 0.6811 ___ Generator Loss: 1.6005
Epoch 2/2 ___  Discriminator Loss: 1.0400 ___ Generator Loss: 0.8618
Epoch 2/2 ___  Discriminator Loss: 0.8248 ___ Generator Loss: 1.1898
Epoch 2/2 ___  Discriminator Loss: 0.7204 ___ Generator Loss: 1.4852
Epoch 2/2 ___  Discriminator Loss: 0.7311 ___ Generator Loss: 1.3755
Epoch 2/2 ___  Discriminator Loss: 0.7509 ___ Generator Loss: 1.2501
Epoch 2/2 ___  Discriminator Loss: 0.8514 ___ Generator Loss: 1.1163
Epoch 2/2 ___  Discriminator Loss: 1.2317 ___ Generator Loss: 0.6199
Epoch 2/2 ___  Discriminator Loss: 0.9606 ___ Generator Loss: 0.9957
Epoch 2/2 ___  Discriminator Loss: 1.1261 ___ Generator Loss: 0.7369
Epoch 2/2 ___  Discriminator Loss: 0.6998 ___ Generator Loss: 1.3394
Epoch 2/2 ___  Discriminator Loss: 2.0504 ___ Generator Loss: 0.3198
Epoch 2/2 ___  Discriminator Loss: 0.7536 ___ Generator Loss: 1.2154
Epoch 2/2 ___  Discriminator Loss: 1.0430 ___ Generator Loss: 0.8633
Epoch 2/2 ___  Discriminator Loss: 1.5274 ___ Generator Loss: 0.5086
Epoch 2/2 ___  Discriminator Loss: 1.3628 ___ Generator Loss: 0.4802
Epoch 2/2 ___  Discriminator Loss: 0.7505 ___ Generator Loss: 1.7161
Epoch 2/2 ___  Discriminator Loss: 0.7508 ___ Generator Loss: 1.8298
Epoch 2/2 ___  Discriminator Loss: 0.8392 ___ Generator Loss: 1.1774
Epoch 2/2 ___  Discriminator Loss: 0.7381 ___ Generator Loss: 1.2393
Epoch 2/2 ___  Discriminator Loss: 0.8075 ___ Generator Loss: 1.1778
Epoch 2/2 ___  Discriminator Loss: 1.0334 ___ Generator Loss: 0.7211
Epoch 2/2 ___  Discriminator Loss: 0.5893 ___ Generator Loss: 1.7725
Epoch 2/2 ___  Discriminator Loss: 1.1483 ___ Generator Loss: 0.8212
Epoch 2/2 ___  Discriminator Loss: 0.6287 ___ Generator Loss: 1.7629
Epoch 2/2 ___  Discriminator Loss: 0.9798 ___ Generator Loss: 0.9308
Epoch 2/2 ___  Discriminator Loss: 1.1121 ___ Generator Loss: 0.7080
Epoch 2/2 ___  Discriminator Loss: 0.5361 ___ Generator Loss: 1.9629
Epoch 2/2 ___  Discriminator Loss: 1.1590 ___ Generator Loss: 0.7956
Epoch 2/2 ___  Discriminator Loss: 1.0091 ___ Generator Loss: 0.8447
Epoch 2/2 ___  Discriminator Loss: 0.8229 ___ Generator Loss: 1.2492
Epoch 2/2 ___  Discriminator Loss: 0.8643 ___ Generator Loss: 1.0431
Epoch 2/2 ___  Discriminator Loss: 0.8621 ___ Generator Loss: 1.7168
Epoch 2/2 ___  Discriminator Loss: 0.6650 ___ Generator Loss: 1.6616
Epoch 2/2 ___  Discriminator Loss: 0.6361 ___ Generator Loss: 1.6953
Epoch 2/2 ___  Discriminator Loss: 0.7538 ___ Generator Loss: 1.3754
Epoch 2/2 ___  Discriminator Loss: 1.0172 ___ Generator Loss: 0.8182
Epoch 2/2 ___  Discriminator Loss: 1.3879 ___ Generator Loss: 0.5788
Epoch 2/2 ___  Discriminator Loss: 0.6437 ___ Generator Loss: 1.6878
Epoch 2/2 ___  Discriminator Loss: 0.7275 ___ Generator Loss: 1.8070
Epoch 2/2 ___  Discriminator Loss: 1.1598 ___ Generator Loss: 0.7275
Epoch 2/2 ___  Discriminator Loss: 0.8791 ___ Generator Loss: 1.2421
Epoch 2/2 ___  Discriminator Loss: 0.9654 ___ Generator Loss: 1.0304
Epoch 2/2 ___  Discriminator Loss: 0.7573 ___ Generator Loss: 1.3338
Epoch 2/2 ___  Discriminator Loss: 0.8093 ___ Generator Loss: 1.2790
Epoch 2/2 ___  Discriminator Loss: 0.7910 ___ Generator Loss: 1.1812
Epoch 2/2 ___  Discriminator Loss: 0.6374 ___ Generator Loss: 1.5095
Epoch 2/2 ___  Discriminator Loss: 0.5684 ___ Generator Loss: 2.0334
Epoch 2/2 ___  Discriminator Loss: 0.8065 ___ Generator Loss: 1.1268
Epoch 2/2 ___  Discriminator Loss: 0.7737 ___ Generator Loss: 1.2567
Epoch 2/2 ___  Discriminator Loss: 0.6959 ___ Generator Loss: 1.4144
Epoch 2/2 ___  Discriminator Loss: 0.7342 ___ Generator Loss: 2.1525
Epoch 2/2 ___  Discriminator Loss: 0.8144 ___ Generator Loss: 1.9296
Epoch 2/2 ___  Discriminator Loss: 1.0972 ___ Generator Loss: 0.7043
Epoch 2/2 ___  Discriminator Loss: 1.0026 ___ Generator Loss: 0.9153
Epoch 2/2 ___  Discriminator Loss: 1.4221 ___ Generator Loss: 0.4740
Epoch 2/2 ___  Discriminator Loss: 0.9800 ___ Generator Loss: 0.8248
Epoch 2/2 ___  Discriminator Loss: 0.7340 ___ Generator Loss: 1.4249
Epoch 2/2 ___  Discriminator Loss: 1.0862 ___ Generator Loss: 2.0567
Epoch 2/2 ___  Discriminator Loss: 0.9907 ___ Generator Loss: 0.9863
Epoch 2/2 ___  Discriminator Loss: 0.8575 ___ Generator Loss: 1.1090
Epoch 2/2 ___  Discriminator Loss: 1.3431 ___ Generator Loss: 0.5090
Epoch 2/2 ___  Discriminator Loss: 0.9850 ___ Generator Loss: 1.1000
Epoch 2/2 ___  Discriminator Loss: 0.8990 ___ Generator Loss: 1.2764
Epoch 2/2 ___  Discriminator Loss: 0.6255 ___ Generator Loss: 1.8125
Epoch 2/2 ___  Discriminator Loss: 0.8103 ___ Generator Loss: 1.2508
Epoch 2/2 ___  Discriminator Loss: 0.8258 ___ Generator Loss: 1.2108
Epoch 2/2 ___  Discriminator Loss: 0.8367 ___ Generator Loss: 1.0877
Epoch 2/2 ___  Discriminator Loss: 0.9085 ___ Generator Loss: 1.0399
Epoch 2/2 ___  Discriminator Loss: 0.8498 ___ Generator Loss: 1.1247
Epoch 2/2 ___  Discriminator Loss: 0.7076 ___ Generator Loss: 1.4157
Epoch 2/2 ___  Discriminator Loss: 0.7638 ___ Generator Loss: 1.1808
Epoch 2/2 ___  Discriminator Loss: 0.8972 ___ Generator Loss: 1.0475
Epoch 2/2 ___  Discriminator Loss: 1.1859 ___ Generator Loss: 0.7081
Epoch 2/2 ___  Discriminator Loss: 0.6333 ___ Generator Loss: 1.5896
Epoch 2/2 ___  Discriminator Loss: 0.9656 ___ Generator Loss: 0.9486
Epoch 2/2 ___  Discriminator Loss: 0.9489 ___ Generator Loss: 0.8580
Epoch 2/2 ___  Discriminator Loss: 0.9434 ___ Generator Loss: 0.9277
Epoch 2/2 ___  Discriminator Loss: 0.9644 ___ Generator Loss: 0.9131
Epoch 2/2 ___  Discriminator Loss: 1.1073 ___ Generator Loss: 0.6674
Epoch 2/2 ___  Discriminator Loss: 0.8850 ___ Generator Loss: 1.1166
Epoch 2/2 ___  Discriminator Loss: 0.8300 ___ Generator Loss: 1.0933
Epoch 2/2 ___  Discriminator Loss: 0.7868 ___ Generator Loss: 1.3527
Epoch 2/2 ___  Discriminator Loss: 0.9688 ___ Generator Loss: 0.8692
Epoch 2/2 ___  Discriminator Loss: 0.9739 ___ Generator Loss: 1.1636
Epoch 2/2 ___  Discriminator Loss: 1.3263 ___ Generator Loss: 0.6539
Epoch 2/2 ___  Discriminator Loss: 0.8159 ___ Generator Loss: 1.2052
Epoch 2/2 ___  Discriminator Loss: 0.7864 ___ Generator Loss: 1.4377
Epoch 2/2 ___  Discriminator Loss: 0.6168 ___ Generator Loss: 1.5896
Epoch 2/2 ___  Discriminator Loss: 1.3532 ___ Generator Loss: 0.5353
Epoch 2/2 ___  Discriminator Loss: 0.6861 ___ Generator Loss: 1.3512
Epoch 2/2 ___  Discriminator Loss: 1.2127 ___ Generator Loss: 0.7128
Epoch 2/2 ___  Discriminator Loss: 0.7735 ___ Generator Loss: 1.9856
Epoch 2/2 ___  Discriminator Loss: 0.9686 ___ Generator Loss: 1.4238
Epoch 2/2 ___  Discriminator Loss: 0.6640 ___ Generator Loss: 1.5663
Epoch 2/2 ___  Discriminator Loss: 0.9459 ___ Generator Loss: 0.8767
Epoch 2/2 ___  Discriminator Loss: 0.8688 ___ Generator Loss: 1.0304
Epoch 2/2 ___  Discriminator Loss: 0.9796 ___ Generator Loss: 0.8993
Epoch 2/2 ___  Discriminator Loss: 1.0438 ___ Generator Loss: 0.8043
Epoch 2/2 ___  Discriminator Loss: 1.2752 ___ Generator Loss: 0.6131
Epoch 2/2 ___  Discriminator Loss: 0.7054 ___ Generator Loss: 1.3273
Epoch 2/2 ___  Discriminator Loss: 1.0291 ___ Generator Loss: 1.0350
Epoch 2/2 ___  Discriminator Loss: 0.9721 ___ Generator Loss: 0.9758
Epoch 2/2 ___  Discriminator Loss: 0.9471 ___ Generator Loss: 0.9773
Epoch 2/2 ___  Discriminator Loss: 0.7490 ___ Generator Loss: 1.2753
Epoch 2/2 ___  Discriminator Loss: 1.0142 ___ Generator Loss: 0.8480
Epoch 2/2 ___  Discriminator Loss: 0.7699 ___ Generator Loss: 1.2598
Epoch 2/2 ___  Discriminator Loss: 1.1674 ___ Generator Loss: 0.6708
Epoch 2/2 ___  Discriminator Loss: 1.0362 ___ Generator Loss: 0.8293
Epoch 2/2 ___  Discriminator Loss: 0.9672 ___ Generator Loss: 1.2636
Epoch 2/2 ___  Discriminator Loss: 0.7016 ___ Generator Loss: 1.4546
Epoch 2/2 ___  Discriminator Loss: 0.6933 ___ Generator Loss: 1.3569
Epoch 2/2 ___  Discriminator Loss: 0.9234 ___ Generator Loss: 0.9232
Epoch 2/2 ___  Discriminator Loss: 0.6850 ___ Generator Loss: 1.5255
Epoch 2/2 ___  Discriminator Loss: 1.0494 ___ Generator Loss: 0.8149
Epoch 2/2 ___  Discriminator Loss: 1.0548 ___ Generator Loss: 0.8647
Epoch 2/2 ___  Discriminator Loss: 1.1279 ___ Generator Loss: 0.7566
Epoch 2/2 ___  Discriminator Loss: 1.0384 ___ Generator Loss: 0.8233
Epoch 2/2 ___  Discriminator Loss: 1.4251 ___ Generator Loss: 0.5293
Epoch 2/2 ___  Discriminator Loss: 2.1083 ___ Generator Loss: 2.8359
Epoch 2/2 ___  Discriminator Loss: 0.9345 ___ Generator Loss: 2.1793
Epoch 2/2 ___  Discriminator Loss: 0.7328 ___ Generator Loss: 1.3821
Epoch 2/2 ___  Discriminator Loss: 1.2262 ___ Generator Loss: 0.6928
Epoch 2/2 ___  Discriminator Loss: 0.8164 ___ Generator Loss: 1.2509
Epoch 2/2 ___  Discriminator Loss: 1.0432 ___ Generator Loss: 0.7649
Epoch 2/2 ___  Discriminator Loss: 0.7807 ___ Generator Loss: 1.2959
Epoch 2/2 ___  Discriminator Loss: 1.0298 ___ Generator Loss: 0.8482
Epoch 2/2 ___  Discriminator Loss: 0.8172 ___ Generator Loss: 1.1618
Epoch 2/2 ___  Discriminator Loss: 0.8936 ___ Generator Loss: 0.9522
Epoch 2/2 ___  Discriminator Loss: 1.5886 ___ Generator Loss: 0.3773
Epoch 2/2 ___  Discriminator Loss: 0.9920 ___ Generator Loss: 0.7861
Epoch 2/2 ___  Discriminator Loss: 1.1568 ___ Generator Loss: 0.7729
Epoch 2/2 ___  Discriminator Loss: 0.7248 ___ Generator Loss: 1.3901
Epoch 2/2 ___  Discriminator Loss: 1.1508 ___ Generator Loss: 0.6535
Epoch 2/2 ___  Discriminator Loss: 0.9727 ___ Generator Loss: 0.9075
Epoch 2/2 ___  Discriminator Loss: 0.8717 ___ Generator Loss: 1.1005
Epoch 2/2 ___  Discriminator Loss: 0.9984 ___ Generator Loss: 0.8906
Epoch 2/2 ___  Discriminator Loss: 0.6948 ___ Generator Loss: 1.4841
Epoch 2/2 ___  Discriminator Loss: 1.8343 ___ Generator Loss: 0.3148
Epoch 2/2 ___  Discriminator Loss: 0.8281 ___ Generator Loss: 1.9749
Epoch 2/2 ___  Discriminator Loss: 0.7045 ___ Generator Loss: 1.4754
Epoch 2/2 ___  Discriminator Loss: 0.9926 ___ Generator Loss: 0.8224
Epoch 2/2 ___  Discriminator Loss: 0.7035 ___ Generator Loss: 1.3172
Epoch 2/2 ___  Discriminator Loss: 0.6665 ___ Generator Loss: 1.6295
Epoch 2/2 ___  Discriminator Loss: 0.7003 ___ Generator Loss: 1.5289
Epoch 2/2 ___  Discriminator Loss: 0.8590 ___ Generator Loss: 1.1968
Epoch 2/2 ___  Discriminator Loss: 0.7863 ___ Generator Loss: 1.2928
Epoch 2/2 ___  Discriminator Loss: 1.3668 ___ Generator Loss: 0.5357
Epoch 2/2 ___  Discriminator Loss: 1.0196 ___ Generator Loss: 0.8280
Epoch 2/2 ___  Discriminator Loss: 1.1508 ___ Generator Loss: 0.8498
Epoch 2/2 ___  Discriminator Loss: 0.6447 ___ Generator Loss: 1.4804
Epoch 2/2 ___  Discriminator Loss: 1.1323 ___ Generator Loss: 2.3588
Epoch 2/2 ___  Discriminator Loss: 0.8574 ___ Generator Loss: 1.0713
Epoch 2/2 ___  Discriminator Loss: 0.8559 ___ Generator Loss: 1.1246
Epoch 2/2 ___  Discriminator Loss: 0.7991 ___ Generator Loss: 1.8869
Epoch 2/2 ___  Discriminator Loss: 1.5868 ___ Generator Loss: 0.4911
Epoch 2/2 ___  Discriminator Loss: 0.7012 ___ Generator Loss: 1.3875

CelebA

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

In [ ]:
batch_size = 64
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 4

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/4 ___  Discriminator Loss: 1.0455 ___ Generator Loss: 0.8712
Epoch 1/4 ___  Discriminator Loss: 0.5375 ___ Generator Loss: 2.2574
Epoch 1/4 ___  Discriminator Loss: 0.5138 ___ Generator Loss: 2.3341
Epoch 1/4 ___  Discriminator Loss: 0.6076 ___ Generator Loss: 2.1231
Epoch 1/4 ___  Discriminator Loss: 0.4019 ___ Generator Loss: 3.5059
Epoch 1/4 ___  Discriminator Loss: 0.3954 ___ Generator Loss: 5.2672
Epoch 1/4 ___  Discriminator Loss: 0.4651 ___ Generator Loss: 6.7905
Epoch 1/4 ___  Discriminator Loss: 1.4609 ___ Generator Loss: 0.7168
Epoch 1/4 ___  Discriminator Loss: 1.5398 ___ Generator Loss: 0.4757
Epoch 1/4 ___  Discriminator Loss: 0.5280 ___ Generator Loss: 3.3452
Epoch 1/4 ___  Discriminator Loss: 1.3030 ___ Generator Loss: 5.4534
Epoch 1/4 ___  Discriminator Loss: 0.9831 ___ Generator Loss: 1.1048
Epoch 1/4 ___  Discriminator Loss: 0.9155 ___ Generator Loss: 1.7393
Epoch 1/4 ___  Discriminator Loss: 0.7867 ___ Generator Loss: 1.8174
Epoch 1/4 ___  Discriminator Loss: 0.8319 ___ Generator Loss: 3.2243
Epoch 1/4 ___  Discriminator Loss: 0.8488 ___ Generator Loss: 1.2451
Epoch 1/4 ___  Discriminator Loss: 0.8917 ___ Generator Loss: 1.1578
Epoch 1/4 ___  Discriminator Loss: 0.8774 ___ Generator Loss: 1.7253
Epoch 1/4 ___  Discriminator Loss: 0.7436 ___ Generator Loss: 2.3895
Epoch 1/4 ___  Discriminator Loss: 0.7001 ___ Generator Loss: 2.4485
Epoch 1/4 ___  Discriminator Loss: 0.9928 ___ Generator Loss: 1.1051
Epoch 1/4 ___  Discriminator Loss: 0.7941 ___ Generator Loss: 1.3045
Epoch 1/4 ___  Discriminator Loss: 0.8095 ___ Generator Loss: 1.9566
Epoch 1/4 ___  Discriminator Loss: 1.0916 ___ Generator Loss: 3.2099
Epoch 1/4 ___  Discriminator Loss: 0.8429 ___ Generator Loss: 1.3567
Epoch 1/4 ___  Discriminator Loss: 0.7633 ___ Generator Loss: 2.1577
Epoch 1/4 ___  Discriminator Loss: 0.8510 ___ Generator Loss: 1.4275
Epoch 1/4 ___  Discriminator Loss: 0.5373 ___ Generator Loss: 2.4951
Epoch 1/4 ___  Discriminator Loss: 0.7036 ___ Generator Loss: 1.6257
Epoch 1/4 ___  Discriminator Loss: 0.8592 ___ Generator Loss: 3.8031
Epoch 1/4 ___  Discriminator Loss: 1.2460 ___ Generator Loss: 0.7072
Epoch 1/4 ___  Discriminator Loss: 0.6961 ___ Generator Loss: 1.9753
Epoch 1/4 ___  Discriminator Loss: 0.7090 ___ Generator Loss: 1.4952
Epoch 1/4 ___  Discriminator Loss: 0.8064 ___ Generator Loss: 1.3050
Epoch 1/4 ___  Discriminator Loss: 0.5068 ___ Generator Loss: 2.9799
Epoch 1/4 ___  Discriminator Loss: 1.4159 ___ Generator Loss: 0.6694
Epoch 1/4 ___  Discriminator Loss: 0.8770 ___ Generator Loss: 1.4013
Epoch 1/4 ___  Discriminator Loss: 0.8783 ___ Generator Loss: 1.2572
Epoch 1/4 ___  Discriminator Loss: 1.0688 ___ Generator Loss: 2.5333
Epoch 1/4 ___  Discriminator Loss: 0.5815 ___ Generator Loss: 2.7072
Epoch 1/4 ___  Discriminator Loss: 0.9152 ___ Generator Loss: 1.1848
Epoch 1/4 ___  Discriminator Loss: 0.6186 ___ Generator Loss: 2.5065
Epoch 1/4 ___  Discriminator Loss: 0.9378 ___ Generator Loss: 1.7488
Epoch 1/4 ___  Discriminator Loss: 0.6124 ___ Generator Loss: 1.9840
Epoch 1/4 ___  Discriminator Loss: 0.6686 ___ Generator Loss: 2.0727
Epoch 1/4 ___  Discriminator Loss: 0.7472 ___ Generator Loss: 2.2082
Epoch 1/4 ___  Discriminator Loss: 0.7237 ___ Generator Loss: 1.4483
Epoch 1/4 ___  Discriminator Loss: 2.2632 ___ Generator Loss: 4.7526
Epoch 1/4 ___  Discriminator Loss: 1.2715 ___ Generator Loss: 0.9428
Epoch 1/4 ___  Discriminator Loss: 1.0288 ___ Generator Loss: 0.9786
Epoch 1/4 ___  Discriminator Loss: 0.9335 ___ Generator Loss: 1.4356
Epoch 1/4 ___  Discriminator Loss: 0.7111 ___ Generator Loss: 1.6079
Epoch 1/4 ___  Discriminator Loss: 0.9187 ___ Generator Loss: 2.4815
Epoch 1/4 ___  Discriminator Loss: 0.6260 ___ Generator Loss: 2.2640
Epoch 1/4 ___  Discriminator Loss: 0.6850 ___ Generator Loss: 1.5801
Epoch 1/4 ___  Discriminator Loss: 1.1159 ___ Generator Loss: 0.7531
Epoch 1/4 ___  Discriminator Loss: 0.5345 ___ Generator Loss: 2.4135
Epoch 1/4 ___  Discriminator Loss: 0.7305 ___ Generator Loss: 3.0226
Epoch 1/4 ___  Discriminator Loss: 0.7121 ___ Generator Loss: 1.5395
Epoch 1/4 ___  Discriminator Loss: 0.5607 ___ Generator Loss: 2.1658
Epoch 1/4 ___  Discriminator Loss: 0.7497 ___ Generator Loss: 1.4276
Epoch 1/4 ___  Discriminator Loss: 0.6499 ___ Generator Loss: 2.1061
Epoch 1/4 ___  Discriminator Loss: 0.6736 ___ Generator Loss: 1.5592
Epoch 1/4 ___  Discriminator Loss: 0.5842 ___ Generator Loss: 2.4665
Epoch 1/4 ___  Discriminator Loss: 1.0969 ___ Generator Loss: 0.8060
Epoch 1/4 ___  Discriminator Loss: 1.1792 ___ Generator Loss: 1.1543
Epoch 1/4 ___  Discriminator Loss: 1.3517 ___ Generator Loss: 4.3317
Epoch 1/4 ___  Discriminator Loss: 1.0319 ___ Generator Loss: 0.9530
Epoch 1/4 ___  Discriminator Loss: 0.9392 ___ Generator Loss: 1.6723
Epoch 1/4 ___  Discriminator Loss: 1.6136 ___ Generator Loss: 0.5176
Epoch 1/4 ___  Discriminator Loss: 0.6228 ___ Generator Loss: 2.3995
Epoch 1/4 ___  Discriminator Loss: 0.8296 ___ Generator Loss: 1.7419
Epoch 1/4 ___  Discriminator Loss: 0.6920 ___ Generator Loss: 1.7868
Epoch 1/4 ___  Discriminator Loss: 0.9675 ___ Generator Loss: 3.3653
Epoch 1/4 ___  Discriminator Loss: 0.9158 ___ Generator Loss: 1.1239
Epoch 1/4 ___  Discriminator Loss: 2.1118 ___ Generator Loss: 0.2590
Epoch 1/4 ___  Discriminator Loss: 0.5008 ___ Generator Loss: 3.1269
Epoch 1/4 ___  Discriminator Loss: 0.6338 ___ Generator Loss: 2.7970
Epoch 1/4 ___  Discriminator Loss: 1.6573 ___ Generator Loss: 3.6456
Epoch 1/4 ___  Discriminator Loss: 1.1171 ___ Generator Loss: 0.9078
Epoch 1/4 ___  Discriminator Loss: 1.0571 ___ Generator Loss: 1.2426
Epoch 1/4 ___  Discriminator Loss: 0.8082 ___ Generator Loss: 1.6202
Epoch 1/4 ___  Discriminator Loss: 1.6649 ___ Generator Loss: 0.4220
Epoch 1/4 ___  Discriminator Loss: 0.6111 ___ Generator Loss: 2.0778
Epoch 1/4 ___  Discriminator Loss: 0.6970 ___ Generator Loss: 2.2897
Epoch 1/4 ___  Discriminator Loss: 1.3583 ___ Generator Loss: 3.4745
Epoch 1/4 ___  Discriminator Loss: 0.7660 ___ Generator Loss: 1.5907
Epoch 1/4 ___  Discriminator Loss: 0.7510 ___ Generator Loss: 2.3196
Epoch 1/4 ___  Discriminator Loss: 1.0112 ___ Generator Loss: 1.3331
Epoch 1/4 ___  Discriminator Loss: 0.8357 ___ Generator Loss: 1.8395
Epoch 1/4 ___  Discriminator Loss: 1.4646 ___ Generator Loss: 3.0115
Epoch 1/4 ___  Discriminator Loss: 0.6495 ___ Generator Loss: 1.7516
Epoch 1/4 ___  Discriminator Loss: 1.2253 ___ Generator Loss: 3.9760
Epoch 1/4 ___  Discriminator Loss: 0.6036 ___ Generator Loss: 2.3114
Epoch 1/4 ___  Discriminator Loss: 0.8142 ___ Generator Loss: 2.0179
Epoch 1/4 ___  Discriminator Loss: 1.3385 ___ Generator Loss: 4.1460
Epoch 1/4 ___  Discriminator Loss: 1.4860 ___ Generator Loss: 0.5040
Epoch 1/4 ___  Discriminator Loss: 0.8843 ___ Generator Loss: 1.4256
Epoch 1/4 ___  Discriminator Loss: 0.9501 ___ Generator Loss: 2.5159
Epoch 1/4 ___  Discriminator Loss: 0.9383 ___ Generator Loss: 1.1825
Epoch 1/4 ___  Discriminator Loss: 0.6185 ___ Generator Loss: 1.8216
Epoch 1/4 ___  Discriminator Loss: 1.1760 ___ Generator Loss: 0.7245
Epoch 1/4 ___  Discriminator Loss: 0.5650 ___ Generator Loss: 1.9593
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Epoch 3/4 ___  Discriminator Loss: 0.7921 ___ Generator Loss: 1.4708
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Epoch 3/4 ___  Discriminator Loss: 0.7842 ___ Generator Loss: 1.2559
Epoch 3/4 ___  Discriminator Loss: 1.0759 ___ Generator Loss: 0.7840
Epoch 3/4 ___  Discriminator Loss: 1.1324 ___ Generator Loss: 0.7838
Epoch 3/4 ___  Discriminator Loss: 1.4857 ___ Generator Loss: 0.5047
Epoch 3/4 ___  Discriminator Loss: 1.0275 ___ Generator Loss: 1.5669
Epoch 3/4 ___  Discriminator Loss: 1.0785 ___ Generator Loss: 0.7884
Epoch 3/4 ___  Discriminator Loss: 1.0871 ___ Generator Loss: 0.7624
Epoch 3/4 ___  Discriminator Loss: 0.8411 ___ Generator Loss: 1.2185
Epoch 3/4 ___  Discriminator Loss: 1.1415 ___ Generator Loss: 0.6936
Epoch 3/4 ___  Discriminator Loss: 0.8452 ___ Generator Loss: 1.0992
Epoch 3/4 ___  Discriminator Loss: 1.3027 ___ Generator Loss: 0.5833
Epoch 3/4 ___  Discriminator Loss: 0.5420 ___ Generator Loss: 3.7917
Epoch 3/4 ___  Discriminator Loss: 1.0709 ___ Generator Loss: 0.7625
Epoch 3/4 ___  Discriminator Loss: 1.1684 ___ Generator Loss: 0.7108
Epoch 3/4 ___  Discriminator Loss: 0.9090 ___ Generator Loss: 1.3160
Epoch 3/4 ___  Discriminator Loss: 0.6965 ___ Generator Loss: 2.2685
Epoch 3/4 ___  Discriminator Loss: 0.7904 ___ Generator Loss: 1.3249
Epoch 3/4 ___  Discriminator Loss: 0.9622 ___ Generator Loss: 0.8469
Epoch 3/4 ___  Discriminator Loss: 0.6955 ___ Generator Loss: 1.8464
Epoch 3/4 ___  Discriminator Loss: 1.0199 ___ Generator Loss: 1.9967
Epoch 3/4 ___  Discriminator Loss: 0.9811 ___ Generator Loss: 0.9801
Epoch 3/4 ___  Discriminator Loss: 0.6642 ___ Generator Loss: 1.7347
Epoch 3/4 ___  Discriminator Loss: 1.0232 ___ Generator Loss: 0.8911
Epoch 3/4 ___  Discriminator Loss: 1.3947 ___ Generator Loss: 0.5624
Epoch 3/4 ___  Discriminator Loss: 1.0347 ___ Generator Loss: 0.8863
Epoch 3/4 ___  Discriminator Loss: 1.0803 ___ Generator Loss: 2.4978
Epoch 3/4 ___  Discriminator Loss: 0.9518 ___ Generator Loss: 1.8151
Epoch 3/4 ___  Discriminator Loss: 0.8414 ___ Generator Loss: 2.5747
Epoch 3/4 ___  Discriminator Loss: 1.0898 ___ Generator Loss: 0.7788
Epoch 3/4 ___  Discriminator Loss: 0.6573 ___ Generator Loss: 1.7064
Epoch 3/4 ___  Discriminator Loss: 1.3143 ___ Generator Loss: 0.5711
Epoch 3/4 ___  Discriminator Loss: 0.8527 ___ Generator Loss: 1.9038
Epoch 3/4 ___  Discriminator Loss: 0.9861 ___ Generator Loss: 0.9001
Epoch 3/4 ___  Discriminator Loss: 0.7842 ___ Generator Loss: 2.8986
Epoch 3/4 ___  Discriminator Loss: 0.7139 ___ Generator Loss: 1.5201
Epoch 3/4 ___  Discriminator Loss: 0.7038 ___ Generator Loss: 1.5500
Epoch 3/4 ___  Discriminator Loss: 1.6569 ___ Generator Loss: 0.3931
Epoch 3/4 ___  Discriminator Loss: 1.0725 ___ Generator Loss: 0.7641
Epoch 3/4 ___  Discriminator Loss: 1.0162 ___ Generator Loss: 0.8964
Epoch 3/4 ___  Discriminator Loss: 1.2518 ___ Generator Loss: 0.5847
Epoch 3/4 ___  Discriminator Loss: 0.7688 ___ Generator Loss: 1.2598
Epoch 3/4 ___  Discriminator Loss: 0.9353 ___ Generator Loss: 0.9487
Epoch 3/4 ___  Discriminator Loss: 0.7891 ___ Generator Loss: 1.7085
Epoch 3/4 ___  Discriminator Loss: 0.5939 ___ Generator Loss: 1.7416
Epoch 3/4 ___  Discriminator Loss: 0.8780 ___ Generator Loss: 1.0720
Epoch 3/4 ___  Discriminator Loss: 0.4748 ___ Generator Loss: 2.6254
Epoch 3/4 ___  Discriminator Loss: 0.8899 ___ Generator Loss: 1.4696
Epoch 3/4 ___  Discriminator Loss: 1.0389 ___ Generator Loss: 0.8116
Epoch 3/4 ___  Discriminator Loss: 1.0701 ___ Generator Loss: 2.1270
Epoch 3/4 ___  Discriminator Loss: 0.9869 ___ Generator Loss: 0.9590
Epoch 3/4 ___  Discriminator Loss: 0.9030 ___ Generator Loss: 1.2284
Epoch 3/4 ___  Discriminator Loss: 0.7616 ___ Generator Loss: 1.8277
Epoch 3/4 ___  Discriminator Loss: 0.7812 ___ Generator Loss: 1.3970
Epoch 3/4 ___  Discriminator Loss: 1.0348 ___ Generator Loss: 0.8227
Epoch 3/4 ___  Discriminator Loss: 0.6561 ___ Generator Loss: 2.5410
Epoch 3/4 ___  Discriminator Loss: 0.9187 ___ Generator Loss: 1.1218
Epoch 3/4 ___  Discriminator Loss: 0.9144 ___ Generator Loss: 1.2713
Epoch 3/4 ___  Discriminator Loss: 0.8701 ___ Generator Loss: 1.1349
Epoch 3/4 ___  Discriminator Loss: 0.7869 ___ Generator Loss: 1.1734
Epoch 3/4 ___  Discriminator Loss: 0.7963 ___ Generator Loss: 1.5625
Epoch 3/4 ___  Discriminator Loss: 0.7850 ___ Generator Loss: 1.7883
Epoch 3/4 ___  Discriminator Loss: 1.1960 ___ Generator Loss: 0.6465
Epoch 3/4 ___  Discriminator Loss: 0.7842 ___ Generator Loss: 1.3675
Epoch 3/4 ___  Discriminator Loss: 0.8188 ___ Generator Loss: 1.0983
Epoch 3/4 ___  Discriminator Loss: 1.0909 ___ Generator Loss: 0.7442
Epoch 3/4 ___  Discriminator Loss: 1.3215 ___ Generator Loss: 3.1334
Epoch 3/4 ___  Discriminator Loss: 1.5647 ___ Generator Loss: 0.4366
Epoch 3/4 ___  Discriminator Loss: 0.9955 ___ Generator Loss: 0.9573
Epoch 3/4 ___  Discriminator Loss: 0.8106 ___ Generator Loss: 2.3823
Epoch 3/4 ___  Discriminator Loss: 1.0101 ___ Generator Loss: 1.2541
Epoch 3/4 ___  Discriminator Loss: 0.9285 ___ Generator Loss: 0.9726
Epoch 3/4 ___  Discriminator Loss: 1.2689 ___ Generator Loss: 0.5795
Epoch 3/4 ___  Discriminator Loss: 0.9272 ___ Generator Loss: 1.0787
Epoch 3/4 ___  Discriminator Loss: 1.0712 ___ Generator Loss: 0.7825
Epoch 3/4 ___  Discriminator Loss: 0.9380 ___ Generator Loss: 1.9454
Epoch 3/4 ___  Discriminator Loss: 0.9137 ___ Generator Loss: 1.1008
Epoch 3/4 ___  Discriminator Loss: 1.0341 ___ Generator Loss: 1.3399
Epoch 3/4 ___  Discriminator Loss: 0.7853 ___ Generator Loss: 1.1277
Epoch 3/4 ___  Discriminator Loss: 1.1210 ___ Generator Loss: 0.7330
Epoch 3/4 ___  Discriminator Loss: 0.9540 ___ Generator Loss: 0.8900
Epoch 3/4 ___  Discriminator Loss: 1.0666 ___ Generator Loss: 1.2026
Epoch 3/4 ___  Discriminator Loss: 1.0091 ___ Generator Loss: 1.1686
Epoch 3/4 ___  Discriminator Loss: 1.1974 ___ Generator Loss: 0.6413
Epoch 3/4 ___  Discriminator Loss: 0.9265 ___ Generator Loss: 1.6152
Epoch 3/4 ___  Discriminator Loss: 1.1383 ___ Generator Loss: 0.7340
Epoch 3/4 ___  Discriminator Loss: 0.5039 ___ Generator Loss: 2.1429
Epoch 3/4 ___  Discriminator Loss: 2.1362 ___ Generator Loss: 1.5934
Epoch 3/4 ___  Discriminator Loss: 0.7803 ___ Generator Loss: 1.2785
Epoch 3/4 ___  Discriminator Loss: 0.8104 ___ Generator Loss: 1.2917
Epoch 3/4 ___  Discriminator Loss: 1.0037 ___ Generator Loss: 2.2169
Epoch 3/4 ___  Discriminator Loss: 1.0148 ___ Generator Loss: 1.1943
Epoch 3/4 ___  Discriminator Loss: 0.7325 ___ Generator Loss: 1.4477
Epoch 3/4 ___  Discriminator Loss: 0.5340 ___ Generator Loss: 1.9864
Epoch 3/4 ___  Discriminator Loss: 0.7720 ___ Generator Loss: 1.3636
Epoch 3/4 ___  Discriminator Loss: 0.7218 ___ Generator Loss: 1.4196
Epoch 3/4 ___  Discriminator Loss: 1.4233 ___ Generator Loss: 0.5042
Epoch 3/4 ___  Discriminator Loss: 0.8808 ___ Generator Loss: 1.0096
Epoch 3/4 ___  Discriminator Loss: 0.9903 ___ Generator Loss: 2.6022
Epoch 3/4 ___  Discriminator Loss: 0.9462 ___ Generator Loss: 1.0152
Epoch 3/4 ___  Discriminator Loss: 0.9577 ___ Generator Loss: 0.9715
Epoch 3/4 ___  Discriminator Loss: 1.0807 ___ Generator Loss: 0.8728
Epoch 3/4 ___  Discriminator Loss: 1.0976 ___ Generator Loss: 0.7775
Epoch 3/4 ___  Discriminator Loss: 0.8275 ___ Generator Loss: 1.6595
Epoch 3/4 ___  Discriminator Loss: 0.8577 ___ Generator Loss: 1.6830
Epoch 3/4 ___  Discriminator Loss: 1.1699 ___ Generator Loss: 0.6681
Epoch 3/4 ___  Discriminator Loss: 1.1431 ___ Generator Loss: 0.7015
Epoch 3/4 ___  Discriminator Loss: 0.7483 ___ Generator Loss: 1.6698
Epoch 3/4 ___  Discriminator Loss: 0.8169 ___ Generator Loss: 1.1957
Epoch 3/4 ___  Discriminator Loss: 1.7352 ___ Generator Loss: 0.3633
Epoch 3/4 ___  Discriminator Loss: 0.7569 ___ Generator Loss: 1.3683
Epoch 3/4 ___  Discriminator Loss: 1.6578 ___ Generator Loss: 3.3081
Epoch 3/4 ___  Discriminator Loss: 0.9279 ___ Generator Loss: 1.4531
Epoch 3/4 ___  Discriminator Loss: 0.7337 ___ Generator Loss: 1.8489
Epoch 3/4 ___  Discriminator Loss: 1.0302 ___ Generator Loss: 0.8514

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.